Click-Through Rate Prediction on Industrial
79.74AUCHeteGenCTR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HeteGenCTR2026.05 | 79.74 | 0.0799 | — | — | |
| SGCTR2026.05 | 79.56 | 0.0804 | — | — | |
| DGenCTR2026.05 | 79.48 | 0.0806 | — | — | |
| GenCTR2026.05 | 79.34 | 0.081 | — | — | |
| HSTU2026.05 | 79.26 | 0.0814 | — | — | |
| PEPNet2026.05 | 79.04 | 0.0817 | — | — | |
| MaskNet2026.05 | 78.46 | 0.0831 | — | — | |
| FiBiNet2026.05 | 78.25 | 0.0844 | — | — | |
| AutoInt2026.05 | 78.23 | 0.0847 | — | — | |
| DCN2026.05 | 77.92 | 0.0851 | — | — | |
| DeepFM2026.05 | 77.85 | 0.0852 | — | — | |
| DAEStranBackbone=DeepFM, Group=Dynamic Quantile Embedding2026.02 | 75.97 | 0.2623 | 1.67 | — | |
| DAESgateBackbone=Wide & Deep, Group=Dynamic Quantile Embedding2026.02 | 75.96 | 0.2624 | 1.33 | — | |
| DAEStranBackbone=Wide & Deep, Group=Dynamic Quantile Embedding2026.02 | 75.96 | 0.2623 | 1.67 | — | |
| DAEStranBackbone=IPNN, Group=Dynamic Quantile Embedding2026.02 | 75.95 | 0.2621 | 1.67 | — | |
| DAESgateBackbone=FNN, Group=Dynamic Quantile Embedding2026.02 | 75.94 | 0.2626 | 1.33 | — | |
| DAESgateBackbone=xDeepFM, Group=Dynamic Quantile Embedding2026.02 | 75.94 | 0.2622 | 1.33 | — | |
| DAESgateBackbone=DeepFM, Group=Dynamic Quantile Embedding2026.02 | 75.93 | 0.2623 | 1.33 | — | |
| DAESgateBackbone=IPNN, Group=Dynamic Quantile Embedding2026.02 | 75.93 | 0.2632 | 1.33 | — | |
| DAESgateBackbone=DCN v2, Group=Dynamic Quantile Embedding2026.02 | 75.93 | 0.2628 | 1.33 | — | |
| DAEStranBackbone=FNN, Group=Dynamic Quantile Embedding2026.02 | 75.93 | 0.2626 | 1.67 | — | |
| DAEStranBackbone=DCN v2, Group=Dynamic Quantile Embedding2026.02 | 75.93 | 0.2624 | 1.67 | — | |
| DAEStranBackbone=xDeepFM, Group=Dynamic Quantile Embedding2026.02 | 75.87 | 0.2632 | 1.67 | — | |
| PLEBackbone=xDeepFM, Group=Interpolated Binning2026.02 | 75.79 | 0.2647 | 3 | — | |
| PLEBackbone=Wide & Deep, Group=Interpolated Binning2026.02 | 75.77 | 0.2641 | 3 | — | |
| PLEBackbone=DeepFM, Group=Interpolated Binning2026.02 | 75.76 | 0.2643 | 3 | — | |
| PLEBackbone=FNN, Group=Interpolated Binning2026.02 | 75.74 | 0.2647 | 3 | — | |
| PLEBackbone=IPNN, Group=Interpolated Binning2026.02 | 75.73 | 0.2648 | 3 | — | |
| PLEBackbone=DCN v2, Group=Interpolated Binning2026.02 | 75.71 | 0.2647 | 3 | — | |
| DEERBackbone=DCN v2, Group=Neural Embedding2026.02 | 75.69 | 0.2669 | 6 | — | |
| DEERBackbone=Wide & Deep, Group=Neural Embedding2026.02 | 75.66 | 0.2666 | 6 | — | |
| MultiHotBackbone=Wide & Deep, Group=Static Binning2026.02 | 75.65 | 0.2661 | 5.67 | — | |
| DEERBackbone=FNN, Group=Neural Embedding2026.02 | 75.65 | 0.2674 | 6 | — | |
| MultiHotBackbone=FNN, Group=Static Binning2026.02 | 75.64 | 0.2662 | 5.67 | — | |
| NaryDisBackbone=Wide & Deep, Group=Neural Embedding2026.02 | 75.64 | 0.2663 | 5.83 | — | |
| MultiHotBackbone=DeepFM, Group=Static Binning2026.02 | 75.62 | 0.2663 | 5.67 | — | |
| MultiHotBackbone=IPNN, Group=Static Binning2026.02 | 75.62 | 0.2656 | 5.67 | — | |
| NaryDisBackbone=FNN, Group=Neural Embedding2026.02 | 75.62 | 0.2668 | 5.83 | — | |
| NaryDisBackbone=DCN v2, Group=Neural Embedding2026.02 | 75.62 | 0.2667 | 5.83 | — | |
| EFDBackbone=Wide & Deep, Group=Static Binning2026.02 | 75.59 | 0.2663 | 7.67 | — | |
| EFDBackbone=DeepFM, Group=Static Binning2026.02 | 75.59 | 0.2662 | 7.67 | — | |
| EFDBackbone=DCN v2, Group=Static Binning2026.02 | 75.58 | 0.2664 | 7.67 | — | |
| AutoDisBackbone=Wide & Deep, Group=Neural Embedding2026.02 | 75.58 | 0.2665 | 7 | — | |
| AutoDisBackbone=DCN v2, Group=Neural Embedding2026.02 | 75.58 | 0.2663 | 7 | — | |
| DEERBackbone=xDeepFM, Group=Neural Embedding2026.02 | 75.58 | 0.2661 | 6 | — | |
| NaryDisBackbone=IPNN, Group=Neural Embedding2026.02 | 75.58 | 0.2665 | 5.83 | — | |
| EFDBackbone=IPNN, Group=Static Binning2026.02 | 75.57 | 0.262 | 7.67 | — | |
| FEBackbone=FNN, Group=Neural Embedding2026.02 | 75.57 | 0.2673 | 8.5 | — | |
| AutoDisBackbone=DeepFM, Group=Neural Embedding2026.02 | 75.57 | 0.2669 | 7 | — | |
| NaryDisBackbone=DeepFM, Group=Neural Embedding2026.02 | 75.57 | 0.2663 | 5.83 | — | |
| EFDBackbone=FNN, Group=Static Binning2026.02 | 75.56 | 0.2657 | 7.67 | — | |
| MultiHotBackbone=DCN v2, Group=Static Binning2026.02 | 75.56 | 0.2667 | 5.67 | — | |
| AutoDisBackbone=xDeepFM, Group=Neural Embedding2026.02 | 75.55 | 0.2671 | 7 | — | |
| NaryDisBackbone=xDeepFM, Group=Neural Embedding2026.02 | 75.55 | 0.2674 | 5.83 | — | |
| FEBackbone=DeepFM, Group=Neural Embedding2026.02 | 75.53 | 0.2667 | 8.5 | — | |
| AutoDisBackbone=FNN, Group=Neural Embedding2026.02 | 75.53 | 0.2676 | 7 | — | |
| AutoDisBackbone=IPNN, Group=Neural Embedding2026.02 | 75.53 | 0.2678 | 7 | — | |
| FEBackbone=DCN v2, Group=Neural Embedding2026.02 | 75.52 | 0.2667 | 8.5 | — | |
| DAEBackbone=xDeepFM, Group=Dynamic Quantile Embedding2026.02 | 75.49 | 0.2666 | 9.17 | — | |
| MultiHotBackbone=xDeepFM, Group=Static Binning2026.02 | 75.47 | 0.2662 | 5.67 | — | |
| DAEBackbone=Wide & Deep, Group=Dynamic Quantile Embedding2026.02 | 75.47 | 0.2666 | 9.17 | — | |
| DAEBackbone=DeepFM, Group=Dynamic Quantile Embedding2026.02 | 75.47 | 0.2666 | 9.17 | — | |
| FEBackbone=Wide & Deep, Group=Neural Embedding2026.02 | 75.46 | 0.2671 | 8.5 | — | |
| FEBackbone=IPNN, Group=Neural Embedding2026.02 | 75.46 | 0.2687 | 8.5 | — | |
| DAEBackbone=DCN v2, Group=Dynamic Quantile Embedding2026.02 | 75.46 | 0.2669 | 9.17 | — | |
| DEERBackbone=IPNN, Group=Neural Embedding2026.02 | 75.45 | 0.2692 | 6 | — | |
| DAEBackbone=IPNN, Group=Dynamic Quantile Embedding2026.02 | 75.45 | 0.2668 | 9.17 | — | |
| DAEBackbone=FNN, Group=Dynamic Quantile Embedding2026.02 | 75.44 | 0.2664 | 9.17 | — | |
| TDBackbone=IPNN, Group=Static Binning2026.02 | 75.43 | 0.2672 | 11.67 | — | |
| TDBackbone=FNN, Group=Static Binning2026.02 | 75.42 | 0.2674 | 11.67 | — | |
| TDBackbone=DeepFM, Group=Static Binning2026.02 | 75.41 | 0.2668 | 11.67 | — | |
| FEBackbone=xDeepFM, Group=Neural Embedding2026.02 | 75.41 | 0.2684 | 8.5 | — | |
| LDBackbone=DCN v2, Group=Static Binning2026.02 | 75.38 | 0.2668 | 12.5 | — | |
| TDBackbone=Wide & Deep, Group=Static Binning2026.02 | 75.38 | 0.2672 | 11.67 | — | |
| TDBackbone=DCN v2, Group=Static Binning2026.02 | 75.38 | 0.2671 | 11.67 | — | |
| YouTubeBackbone=xDeepFM, Group=Neural Embedding2026.02 | 75.38 | 0.2683 | 14 | — | |
| DLRMBackbone=Wide & Deep, Group=Neural Embedding2026.02 | 75.38 | 0.2671 | 13.33 | — | |
| Key-ValueBackbone=Wide & Deep, Group=Neural Embedding2026.02 | 75.38 | 0.2673 | 12.67 | — | |
| Key-ValueBackbone=IPNN, Group=Neural Embedding2026.02 | 75.38 | 0.2695 | 12.67 | — | |
| Key-ValueBackbone=DCN v2, Group=Neural Embedding2026.02 | 75.38 | 0.2672 | 12.67 | — | |
| LDBackbone=xDeepFM, Group=Static Binning2026.02 | 75.37 | 0.2683 | 12.5 | — | |
| DLRMBackbone=IPNN, Group=Neural Embedding2026.02 | 75.37 | 0.2696 | 13.33 | — | |
| DLRMBackbone=DCN v2, Group=Neural Embedding2026.02 | 75.37 | 0.2673 | 13.33 | — | |
| DEERBackbone=DeepFM, Group=Neural Embedding2026.02 | 75.37 | 0.2683 | 6 | — | |
| SORT(Transformer+ST+LA+QP+AG+QKN+MoE)Scale=Large, Params=685M, FLOPs=188G2026.03 | 75.36 | — | — | 0.51 | |
| LDBackbone=Wide & Deep, Group=Static Binning2026.02 | 75.35 | 0.2672 | 12.5 | — | |
| LDBackbone=DeepFM, Group=Static Binning2026.02 | 75.35 | 0.2672 | 12.5 | — | |
| DLRMBackbone=xDeepFM, Group=Neural Embedding2026.02 | 75.35 | 0.2686 | 13.33 | — | |
| Key-ValueBackbone=FNN, Group=Neural Embedding2026.02 | 75.35 | 0.2673 | 12.67 | — | |
| LDBackbone=FNN, Group=Static Binning2026.02 | 75.34 | 0.2667 | 12.5 | — | |
| YouTubeBackbone=FNN, Group=Neural Embedding2026.02 | 75.34 | 0.2671 | 14 | — | |
| DLRMBackbone=FNN, Group=Neural Embedding2026.02 | 75.34 | 0.2673 | 13.33 | — | |
| Key-ValueBackbone=DeepFM, Group=Neural Embedding2026.02 | 75.34 | 0.2677 | 12.67 | — | |
| Key-ValueBackbone=xDeepFM, Group=Neural Embedding2026.02 | 75.34 | 0.2688 | 12.67 | — | |
| YouTubeBackbone=DCN v2, Group=Neural Embedding2026.02 | 75.33 | 0.2674 | 14 | — | |
| DLRMBackbone=DeepFM, Group=Neural Embedding2026.02 | 75.33 | 0.2675 | 13.33 | — | |
| LDBackbone=IPNN, Group=Static Binning2026.02 | 75.32 | 0.2708 | 12.5 | — | |
| YouTubeBackbone=IPNN, Group=Neural Embedding2026.02 | 75.27 | 0.2705 | 14 | — | |
| YouTubeBackbone=Wide & Deep, Group=Neural Embedding2026.02 | 75.23 | 0.2682 | 14 | — | |
| YouTubeBackbone=DeepFM, Group=Neural Embedding2026.02 | 75.23 | 0.2681 | 14 | — |